Graph-based Retrieval-Augmented Generation for enhanced context and relationship understanding. Core Idea Graph RAG represents knowledge as a structured graph (entities and relationships) rather than flat document chunks, enabling multi-hop reasoning and relationship-aware retrieval. Mathematical Foundation Traditional …